It's important to mention that we need to identify causal relationship with some experiment, RCT, or maybe a panel model, anything like that. We shouldn't use only our intuition to conclude the causal relationship no matter how much that correlation looks like a causation. There are many situations in which the correlation looks like a causal relationship, that many people conclude that there is a causation (because it looks very clear), but it isn't. People, specially those working with data, should be aware of that.